CISO Tribune

Vendor comparison · 2 companies

Bay vs Operant AI

Bay is an AI agent security platform that gives enterprises visibility into every agent across devices, browsers and cloud workloads, and control over what those agents do in real time. Operant AI sells one platform covering Endpoints, Agents, MCPs, and AI applications. CISO Tribune files both under AI model and agent security. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

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  • Bay
  • Operant AI
Bay vs Operant AI: Products, Customers and Funding Compared
BayBay is an AI agent security platform that gives enterprises visibility into every agent across devices, browsers and cloud workloads, and control over what those agents do in real time.bay.ioOperant AIOperant AI sells one platform covering Endpoints, Agents, MCPs, and AI applications.operant.ai
What it sells
  • Bay[1][2][3][4][5][6][7][8][9]Bay is an AI agent security platform covering agents on devices, in browsers and in cloud workloads. Bay returns allow, ask, steer or block decisions on agent actions at runtime.
  • Lighthouse[6]Lighthouse is Bay's embedded agentic system that drafts policy from an organization's own agent activity.
  • Wave[3]Wave is the ephemeral binary Bay uses to deploy through an existing MDM or EDR.
  • Operant Semantic Firewall[1][7]Understands the intent behind every agent action and enforces an allow, block, or redact decision inline, in real time.
  • Agent Protector[1][5][6]Inventories all AI agents operating within an organization's infrastructure.
Categories
Headquarters
Not stated on its pagesSan Francisco, United States[2]
Founded
Not stated on its pagesNot stated on its pages
Ownership and funding
Not stated on its pagesPrivately held[1][3]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • May 4, 2026Operant AI launched Operant Endpoint Protector, a new addition to its AI Defense Platform for discovering and defending against threats across AI tools and coding agents.[4]
G2 and Gartner Peer Insights
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
Not written yetIt describes plans for teams putting their first production AI into customers' hands and for companies running AI across teams and products with critical data and compliance requirements. Its pages say regulated and government deployments mostly use the VPC, on-premise, or air-gapped options on the Enterprise plan. Workloads it covers range from coding agents on employee laptops to cloud agents across any infra.
Last verified
November 5, 2026September 27, 2026

Where they overlap

  • Bay and Operant AI are both filed under AI model and agent security.

Where they differ, field by field

  • Bay's primary category is AI model and agent security; Operant AI's is AI firewalls and guardrails.
  • Bay is also filed under Endpoint management and application control and Workforce AI usage security.
  • Bay lists Bay, Lighthouse and Wave. Operant AI lists Operant Semantic Firewall and Agent Protector.
  • Operant AI is headquartered in San Francisco, United States.
  • Operant AI is privately held.

What it sells: Bay

What Bay does[1][2][3][4][5][6][7][8][9]
Bay maps every agent, MCP server, extension, model and skill on devices on its first scan. Bay builds a contextual entity graph of the users, MCP servers, SaaS apps and access connected to each agent. Bay deploys with one script through an existing MDM and does not require a proxy. Bay keeps full transcripts of prompts, actions and MCP calls.
What Lighthouse does[6]
Lighthouse drafts policy from an organization's own agent activity. Users answer 7 questions about risk appetite, and Lighthouse recommends a setting for each question and builds the policy. Bay replays 30 days of agent history to show what a policy would do before enforcement.
What Wave does[3]
Bay is agentless and deploys through an existing MDM or EDR using Wave, an ephemeral binary. There is no persistent agent to maintain and no proxy in the path.

What it sells: Operant AI

What Operant Semantic Firewall does[1][7]
Operant Semantic Firewall holds an agent to its assigned purpose across the whole session, catching drift from manipulation or its own initiative. Operant can redact the sensitive part of an action and let the agent keep working within scope, instead of killing the workflow.
What Agent Protector does[1][5][6]
Agent Protector covers managed agents deployed through official channels and unmanaged agents running in cloud environments, SaaS platforms, and development tools. Agent Protector analyzes agent behavior patterns to identify and prevent security threats before they execute.

Questions about Bay and Operant AI

What do Bay and Operant AI sell?
Bay sells Bay, Lighthouse and Wave. Operant AI sells Operant Semantic Firewall and Agent Protector.
Are Bay and Operant AI in the same category?
They share AI model and agent security. Bay's primary category is AI model and agent security and Operant AI's is AI firewalls and guardrails.
Where are Bay and Operant AI headquartered?
Operant AI is headquartered in San Francisco, United States.
Who owns Bay and Operant AI?
Operant AI is privately held.
Who are Bay and Operant AI sold to?
It describes plans for teams putting their first production AI into customers' hands and for companies running AI across teams and products with critical data and compliance requirements.
What have Bay and Operant AI announced recently?
May 4, 2026: Operant AI launched Operant Endpoint Protector, a new addition to its AI Defense Platform for discovering and defending against threats across AI tools and coding agents.

About Bay

Bay is an AI agent security platform that gives enterprises visibility into every agent across devices, browsers and cloud workloads, and control over what those agents do in real time. Bay describes AI endpoint security as protection for the AI agents, coding assistants and MCP servers running on employee devices. Bay was founded by three engineers who spent their careers in endpoint and API security. Bay is a Series A stage company.[2][3]

Teams run agents like Claude Code, Codex, Gemini CLI and GitHub Copilot in clusters, cloud workspaces and hosted sessions.[5]

Bay finds and maps agents first. On the first scan, Bay maps every agent, MCP server, extension, model and skill on devices, including ones nobody approved. Bay finds every agent, extension, CLI tool, MCP server, skill and model on employee devices. Bay builds a contextual entity graph of how everything connects: the user behind each agent, the MCP servers and SaaS apps it touches, and the access it holds. Bay scans every agent, package, extension, MCP server and skill for malicious indicators before approval. In the browser, Bay brings shadow AI into view, covering chatbots, extensions and embedded SaaS agents. In cloud environments, Bay discovers agents across virtual machines, Kubernetes, Coder workspaces and hosted sessions.[1][3][5][6][7]

Lighthouse, Bay's embedded agentic system, drafts policy from an organization's own agent activity. Users answer 7 questions about risk appetite, and Lighthouse recommends a setting for each question and builds the policy. Policies can be scoped by IdP group, device or runtime, and can set which MCP servers can read or write. Before enforcement, Bay replays 30 days of agent history to show what a policy would do before any user is affected. Bay also lets teams run any policy in simulation mode to see what it would allow, ask or block. At runtime, Bay enforces guardrails inline with the agentic action and returns allow, ask, steer or block in milliseconds. Bay can also prevent prompt injection attempts at runtime.[6]

Bay keeps records of agent activity. Bay keeps full transcripts of prompts, actions and MCP calls, traceable to the person behind each session. A metadata-only mode in Bay keeps prompts on the device when they must not leave it. Bay ties every prompt and agent action to a real identity, corporate or personal. Bay logs every policy change and agent action with who approved it and whether a person or an agent took it. Every decision in Bay is logged against the policy behind it, ready for auditors. Bay connects to an identity provider, so every policy applies to the right people and groups.[5][6][7][8]

Bay also checks configuration. Bay checks how every agent and AI tool is set up, across devices and cloud workloads, so risky settings can be fixed before an agent puts them to use. Bay spots bypass-permissions mode, sandboxes switched off and unrestricted tool access, rates how serious each one is and shows how to fix it. Bay finds the credentials, tokens and secrets that agents and MCP servers can read.[9]

Bay deploys with one script through an existing MDM and does not require a proxy to route traffic through. Bay deploys through an existing MDM or EDR using Wave, an ephemeral binary, so there is no persistent agent to maintain. Bay tells corporate AI accounts from personal ones, including in personal Chrome profiles. Bay's enterprise customers include Micron Technology, Peloton and ClickUp.[1][2][3][6][7][8]

Bay on the record

Sources

Bay full record

  1. [1]bay.ioBay · bay.io · undated page, accessed November 5, 2026 · Tier A
  2. [2]Security Researcher — Careers at BayBay · undated page, accessed November 10, 2026 · Tier A
  3. [3]AI Endpoint Security — BayBay · undated page, accessed November 10, 2026 · Tier A
  4. [4]About — BayBay · undated page, accessed November 10, 2026 · Tier A
  5. [5]Cloud Workspaces — BayBay · undated page, accessed November 10, 2026 · Tier A
  6. [6]Platform — BayBay · undated page, accessed November 10, 2026 · Tier A
  7. [7]Browser — BayBay · undated page, accessed November 10, 2026 · Tier A
  8. [8]AI Governance & Compliance — BayBay · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI Security Posture — BayBay · undated page, accessed November 10, 2026 · Tier A

Operant AI full record

  1. [1]Operant AI - Secure Your AIOperant AI · undated page, accessed September 27, 2026 · Tier A
  2. [2]Operant ai launches agent protector the first real time agentic security solution enabling safe ai agent innovation at scaleOperant AI via GlobeNewswire · globenewswire.com · published February 5, 2026 · Tier A
  3. [3]Operant ai secures 10m series a to protect the modern cloud across apis applications and aiOperant AI via GlobeNewswire · globenewswire.com · published September 12, 2024 · Tier A
  4. [4]Operant AI Endpoint Protector secures AI agents and MCP toolsHelp Net Security · published May 4, 2026 · Tier B
  5. [5]Pricing - AI & Agent Security Platform | Operant AIOperant AI · undated page, accessed November 10, 2026 · Tier A
  6. [6]Agent Protector: Real-Time AI Agent Security | OperantOperant AI · undated page, accessed November 10, 2026 · Tier A
  7. [7]Operant Semantic Firewall | Govern AI Agents in Real TimeOperant AI · undated page, accessed November 10, 2026 · Tier A
  8. [8]Operant MCP GatewayOperant AI · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI GatekeeperOperant AI · undated page, accessed November 10, 2026 · Tier A
  10. [10]AI Application SecurityOperant AI · undated page, accessed November 10, 2026 · Tier A
  11. [11]API & Cloud Protector | Real-Time API Security | Operant AIOperant AI · undated page, accessed November 10, 2026 · Tier A
  12. [12]Woodpecker: Open Source Red Teaming for AI, APIs & K8sOperant AI · undated page, accessed November 10, 2026 · Tier A
  13. [13]FAQsOperant AI · undated page, accessed November 10, 2026 · Tier A
  14. [14]Start Your Free 7-Day Trial | Operant AI Security PlatformOperant AI · undated page, accessed November 10, 2026 · Tier A

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